{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import libraries, metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-12-18T06:01:56.263558Z",
     "start_time": "2019-12-18T06:01:51.717351Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ubuntu/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages/librosa/util/decorators.py:9: NumbaDeprecationWarning: \u001b[1mAn import was requested from a module that has moved location.\n",
      "Import of 'jit' requested from: 'numba.decorators', please update to use 'numba.core.decorators' or pin to Numba version 0.48.0. This alias will not be present in Numba version 0.50.0.\u001b[0m\n",
      "  from numba.decorators import jit as optional_jit\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import librosa\n",
    "from librosa.filters import mel as librosa_mel_fn\n",
    "import pickle as pkl\n",
    "import IPython.display as ipd\n",
    "from tqdm.notebook import tqdm\n",
    "import torch\n",
    "import numpy as np\n",
    "import codecs\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from g2p_en import G2p\n",
    "from text import *\n",
    "from text import cmudict\n",
    "from text.cleaners import custom_english_cleaners\n",
    "from text.symbols import symbols\n",
    "\n",
    "# Mappings from symbol to numeric ID and vice versa:\n",
    "symbol_to_id = {s: i for i, s in enumerate(symbols)}\n",
    "id_to_symbol = {i: s for i, s in enumerate(symbols)}\n",
    "\n",
    "csv_file = '../Dataset/LJSpeech-1.1/metadata.csv'\n",
    "root_dir = '../Dataset/LJSpeech-1.1/wavs'\n",
    "data_dir = '../Dataset/LJSpeech-1.1/preprocessed'\n",
    "\n",
    "g2p = G2p()\n",
    "metadata={}\n",
    "with codecs.open(csv_file, 'r', 'utf-8') as fid:\n",
    "    for line in fid.readlines():\n",
    "        id, _, text = line.split(\"|\")\n",
    "        \n",
    "        clean_char = custom_english_cleaners(text.rstrip())\n",
    "        clean_phone = []\n",
    "        for s in g2p(clean_char.lower()):\n",
    "            if '@'+s in symbol_to_id:\n",
    "                clean_phone.append('@'+s)\n",
    "            else:\n",
    "                clean_phone.append(s)\n",
    "        \n",
    "        metadata[id]={'char':clean_char,\n",
    "                     'phone':clean_phone}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Others"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from layers import TacotronSTFT\n",
    "stft = TacotronSTFT()\n",
    "\n",
    "def text2seq(text):\n",
    "    sequence=[symbol_to_id['^']]\n",
    "    sequence.extend([symbol_to_id[c] for c in text])\n",
    "    sequence.append(symbol_to_id['~'])\n",
    "    return sequence\n",
    "\n",
    "\n",
    "def get_mel(filename):\n",
    "    wav, sr = librosa.load(filename, sr=22050)\n",
    "    wav = torch.FloatTensor(wav.astype(np.float32))\n",
    "    melspec = stft.mel_spectrogram(wav.unsqueeze(0))\n",
    "    return melspec.squeeze(0), wav\n",
    "\n",
    "\n",
    "def save_file(fname):\n",
    "    wav_name = os.path.join(root_dir, fname) + '.wav'\n",
    "    text = metadata[fname]['char']\n",
    "    char_seq = torch.LongTensor( text2seq(metadata[fname]['char']) )\n",
    "    phone_seq = torch.LongTensor( text2seq(metadata[fname]['phone']) )\n",
    "    \n",
    "    melspec, wav = get_mel(wav_name)\n",
    "    \n",
    "    with open(f'{data_dir}/char_seq/{fname}_sequence.pkl', 'wb') as f:\n",
    "        pkl.dump(char_seq, f)\n",
    "    with open(f'{data_dir}/phone_seq/{fname}_sequence.pkl', 'wb') as f:\n",
    "        pkl.dump(phone_seq, f)\n",
    "    with open(f'{data_dir}/melspectrogram/{fname}_melspectrogram.pkl', 'wb') as f:\n",
    "        pkl.dump(melspec, f)\n",
    "    \n",
    "    return text, char_seq, phone_seq, melspec, wav"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Save and Inspect Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "start_time": "2019-12-18T06:01:23.402Z"
    },
    "code_folding": [],
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "edeb9c99d4ae46bf8ad49b99141d81a0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=13100.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Text:\n",
      "AND WHICH DEVELOPED MORE COMPLETELY AND SATISFACTORILY ON THE SIDE OF THE LOWER CASE THAN THE CAPITAL LETTERS,\n",
      "\n",
      "Melspectrogram:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for k in tqdm(metadata.keys()):\n",
    "    text, char_seq, phone_seq, melspec, wav = save_file(k)\n",
    "    if k == 'LJ001-0019':\n",
    "        print(\"Text:\")\n",
    "        print(text)\n",
    "        print()\n",
    "        print(\"Melspectrogram:\")\n",
    "        plt.figure(figsize=(16,4))\n",
    "        plt.imshow(melspec, aspect='auto', origin='lower')\n",
    "        plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Environment (conda_pytorch_p36)",
   "language": "python",
   "name": "conda_pytorch_p36"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
